Pandas Profiling Report

Dataset statistics

Number of variables	17
Number of observations	43206
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.6 MiB
Average record size in memory	136.0 B

Variable types

Categorical	4
Numeric	13

Alerts

`datum` has a high cardinality: 532 distinct values	High cardinality
`häst` has a high cardinality: 10235 distinct values	High cardinality
`dist` is highly correlated with `lopp_dist`	High correlation
`lopp_dist` is highly correlated with `dist`	High correlation
`dist` is highly correlated with `lopp_dist`	High correlation
`lopp_dist` is highly correlated with `dist`	High correlation
`dist` is highly correlated with `lopp_dist`	High correlation
`lopp_dist` is highly correlated with `dist`	High correlation
`dist` is highly correlated with `lopp_dist`	High correlation
`lopp_dist` is highly correlated with `dist` and 1 other fields	High correlation
`start` is highly correlated with `lopp_dist`	High correlation
`delta3` is highly skewed (γ1 = 112.9965609)	Skewed
`datum` is uniformly distributed	Uniform
`streck` has 5157 (11.9%) zeros	Zeros

Reproduction

Analysis started	2022-01-06 13:19:38.178858
Analysis finished	2022-01-06 13:20:07.399068
Duration	29.22 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

datum
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	532
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	337.7 KiB

2021-02-13	100
2020-02-01	98
2018-02-24	96
2019-02-09	96
2020-04-11	93
Other values (527)	42723

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2014-12-28
2nd row	2014-12-28
3rd row	2014-12-28
4th row	2014-12-28
5th row	2014-12-28

Common Values

Value	Count	Frequency (%)
2021-02-13	100	0.2%
2020-02-01	98	0.2%
2018-02-24	96	0.2%
2019-02-09	96	0.2%
2020-04-11	93	0.2%
2020-12-31	92	0.2%
2019-09-29	91	0.2%
2019-03-31	91	0.2%
2019-12-25	91	0.2%
2016-12-25	91	0.2%
Other values (522)	42267	97.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2021-02-13	100	0.2%
2020-02-01	98	0.2%
2018-02-24	96	0.2%
2019-02-09	96	0.2%
2020-04-11	93	0.2%
2020-12-31	92	0.2%
2019-09-29	91	0.2%
2019-03-31	91	0.2%
2019-12-25	91	0.2%
2016-12-25	91	0.2%
Other values (522)	42267	97.8%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

avd
Real number (ℝ_≥0)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.009165394

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	6
95-th percentile	7
Maximum	7
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	1.987184787
Coefficient of variation (CV)	0.495660466
Kurtosis	-1.235141703
Mean	4.009165394
Median Absolute Deviation (MAD)	2
Skewness	-0.000829507796
Sum	173220
Variance	3.948903379
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
4	6629	15.3%
2	6432	14.9%
5	6156	14.2%
7	6155	14.2%
6	6093	14.1%
1	5903	13.7%
3	5838	13.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	5903	13.7%
2	6432	14.9%
3	5838	13.5%
4	6629	15.3%
5	6156	14.2%
6	6093	14.1%
7	6155	14.2%

Value	Count	Frequency (%)
7	6155	14.2%
6	6093	14.1%
5	6156	14.2%
4	6629	15.3%
3	5838	13.5%
2	6432	14.9%
1	5903	13.7%

häst
Categorical

HIGH CARDINALITY

Distinct	10235
Distinct (%)	23.7%
Missing	0
Missing (%)	0.0%
Memory size	337.7 KiB

ON TRACK PIRATEN	91
SUPER ZANTOS	62
WEST WING	61
ZENIT BRICK	55
DISCO VOLANTE	55
Other values (10230)	42882

Length

Max length	23
Median length	12
Mean length	11.82803314
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3838 ?
Unique (%)	8.9%

Sample

1st row	ALLABALLAKAITOZ
2nd row	ARISTOCAT BOKO
3rd row	ART ON LINE
4th row	BEAR DANCER
5th row	BY AIR

Common Values

Value	Count	Frequency (%)
ON TRACK PIRATEN	91	0.2%
SUPER ZANTOS	62	0.1%
WEST WING	61	0.1%
ZENIT BRICK	55	0.1%
DISCO VOLANTE	55	0.1%
MILLIGAN'S SCHOOL	54	0.1%
NADAL BROLINE	54	0.1%
VÄSTERBOONTHENEWS	52	0.1%
NAROLD VOX	52	0.1%
LINUS BOY	49	0.1%
Other values (10225)	42621	98.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
boko	939	1.1%
face	888	1.0%
global	633	0.7%
am	462	0.5%
the	454	0.5%
kronos	443	0.5%
sisu	427	0.5%
de	383	0.5%
mellby	373	0.4%
of	354	0.4%
Other values (9443)	79506	93.7%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

streck
Real number (ℝ_≥0)

ZEROS

Distinct	91
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.543651345

Minimum	0
Maximum	90
Zeros	5157
Zeros (%)	11.9%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4
Q3	11
95-th percentile	33
Maximum	90
Range	90
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	11.81744915
Coefficient of variation (CV)	1.383184856
Kurtosis	8.504183923
Mean	8.543651345
Median Absolute Deviation (MAD)	3
Skewness	2.615625552
Sum	369137
Variance	139.6521045
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	7649	17.7%
0	5157	11.9%
2	4640	10.7%
3	3252	7.5%
4	2469	5.7%
5	1915	4.4%
6	1740	4.0%
7	1439	3.3%
8	1237	2.9%
9	1047	2.4%
Other values (81)	12661	29.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5157	11.9%
1	7649	17.7%
2	4640	10.7%
3	3252	7.5%
4	2469	5.7%
5	1915	4.4%
6	1740	4.0%
7	1439	3.3%
8	1237	2.9%
9	1047	2.4%

Value	Count	Frequency (%)
90	3	< 0.1%
89	4	< 0.1%
88	4	< 0.1%
87	6	< 0.1%
86	6	< 0.1%
85	4	< 0.1%
84	3	< 0.1%
83	4	< 0.1%
82	4	< 0.1%
81	8	< 0.1%

kr
Real number (ℝ_≥0)

Distinct	26753
Distinct (%)	61.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28363.3917

Minimum	0
Maximum	806743
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	0
5-th percentile	5788.25
Q1	10756.25
median	17007
Q3	29091.75
95-th percentile	90072.75
Maximum	806743
Range	806743
Interquartile range (IQR)	18335.5

Descriptive statistics

Standard deviation	39653.00173
Coefficient of variation (CV)	1.398034556
Kurtosis	50.10442242
Mean	28363.3917
Median Absolute Deviation (MAD)	7727
Skewness	5.681766626
Sum	1225468702
Variance	1572360546
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20000	17	< 0.1%
25000	14	< 0.1%
17000	14	< 0.1%
27500	13	< 0.1%
24000	13	< 0.1%
19000	13	< 0.1%
17500	13	< 0.1%
22500	13	< 0.1%
12250	12	< 0.1%
14500	12	< 0.1%
Other values (26743)	43072	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	< 0.1%
783	1	< 0.1%
1066	1	< 0.1%
1135	1	< 0.1%
1270	1	< 0.1%
1297	1	< 0.1%
1425	1	< 0.1%
1475	1	< 0.1%
1479	1	< 0.1%
1686	1	< 0.1%

Value	Count	Frequency (%)
806743	1	< 0.1%
799864	1	< 0.1%
773414	1	< 0.1%
637821	1	< 0.1%
619767	1	< 0.1%
605142	1	< 0.1%
601348	1	< 0.1%
599418	1	< 0.1%
595989	1	< 0.1%
573125	1	< 0.1%

spår
Real number (ℝ_≥0)

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.691802065

Minimum	0
Maximum	15
Zeros	89
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	5
Q3	8
95-th percentile	12
Maximum	15
Range	15
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.400409229
Coefficient of variation (CV)	0.5974222558
Kurtosis	-0.9558507376
Mean	5.691802065
Median Absolute Deviation (MAD)	3
Skewness	0.3412506648
Sum	245920
Variance	11.56278293
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
1	4869	11.3%
2	4627	10.7%
3	4578	10.6%
4	4349	10.1%
5	3945	9.1%
6	3846	8.9%
7	3472	8.0%
9	3129	7.2%
10	2880	6.7%
8	2671	6.2%
Other values (6)	4840	11.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	89	0.2%
1	4869	11.3%
2	4627	10.7%
3	4578	10.6%
4	4349	10.1%
5	3945	9.1%
6	3846	8.9%
7	3472	8.0%
8	2671	6.2%
9	3129	7.2%

Value	Count	Frequency (%)
15	109	0.3%
14	122	0.3%
13	133	0.3%
12	1904	4.4%
11	2483	5.7%
10	2880	6.7%
9	3129	7.2%
8	2671	6.2%
7	3472	8.0%
6	3846	8.9%

dist
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	48
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2187.699787

Minimum	1600
Maximum	3700
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	1600
5-th percentile	1640
Q1	2120
median	2140
Q3	2160
95-th percentile	3140
Maximum	3700
Range	2100
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	393.6790235
Coefficient of variation (CV)	0.1799511184
Kurtosis	0.6173047981
Mean	2187.699787
Median Absolute Deviation (MAD)	20
Skewness	0.7284415231
Sum	94521757
Variance	154983.1735
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
2140	19726	45.7%
1640	5870	13.6%
2640	5414	12.5%
2160	2554	5.9%
2100	2024	4.7%
1609	1896	4.4%
3140	1172	2.7%
2660	753	1.7%
3160	715	1.7%
2000	522	1.2%
Other values (38)	2560	5.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1600	76	0.2%
1609	1896	4.4%
1640	5870	13.6%
1646	10	< 0.1%
1660	244	0.6%
1680	14	< 0.1%
1800	64	0.1%
2000	522	1.2%
2011	58	0.1%
2020	12	< 0.1%

Value	Count	Frequency (%)
3700	7	< 0.1%
3680	14	< 0.1%
3660	22	0.1%
3640	24	0.1%
3220	17	< 0.1%
3200	76	0.2%
3180	516	1.2%
3160	715	1.7%
3140	1172	2.7%
3120	78	0.2%

lopp_dist
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	23
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2184.22527

Minimum	1600
Maximum	3640
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	1600
5-th percentile	1640
Q1	2100
median	2140
Q3	2140
95-th percentile	3140
Maximum	3640
Range	2040
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	390.5266046
Coefficient of variation (CV)	0.1787941061
Kurtosis	0.5671308319
Mean	2184.22527
Median Absolute Deviation (MAD)	0
Skewness	0.7100259929
Sum	94371637
Variance	152511.0289
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
2140	22751	52.7%
2640	6326	14.6%
1640	6128	14.2%
3140	2385	5.5%
2100	2037	4.7%
1609	1896	4.4%
2000	545	1.3%
2600	199	0.5%
3100	185	0.4%
2950	125	0.3%
Other values (13)	629	1.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1600	76	0.2%
1609	1896	4.4%
1640	6128	14.2%
1646	10	< 0.1%
1800	64	0.1%
2000	545	1.3%
2011	58	0.1%
2100	2037	4.7%
2120	23	0.1%
2140	22751	52.7%

Value	Count	Frequency (%)
3640	67	0.2%
3140	2385	5.5%
3120	63	0.1%
3100	185	0.4%
3000	48	0.1%
2950	125	0.3%
2900	26	0.1%
2880	13	< 0.1%
2650	24	0.1%
2640	6326	14.6%

start
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.7 KiB

0	30104
1	13102

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	30104	69.7%
1	13102	30.3%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	30104	69.7%
1	13102	30.3%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

kön
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.7 KiB

v	21057
s	11313
h	10836

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	v
2nd row	v
3rd row	v
4th row	v
5th row	v

Common Values

Value	Count	Frequency (%)
v	21057	48.7%
s	11313	26.2%
h	10836	25.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
v	21057	48.7%
s	11313	26.2%
h	10836	25.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

ålder
Real number (ℝ_≥0)

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.812317734

Minimum	0
Maximum	15
Zeros	6
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	4
median	5
Q3	7
95-th percentile	10
Maximum	15
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.922386433
Coefficient of variation (CV)	0.3307435211
Kurtosis	1.224132744
Mean	5.812317734
Median Absolute Deviation (MAD)	1
Skewness	1.002909639
Sum	251127
Variance	3.695569598
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
5	10435	24.2%
4	8976	20.8%
6	8336	19.3%
7	5404	12.5%
8	3354	7.8%
3	2531	5.9%
9	1831	4.2%
10	1127	2.6%
11	594	1.4%
12	312	0.7%
Other values (5)	306	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	< 0.1%
2	113	0.3%
3	2531	5.9%
4	8976	20.8%
5	10435	24.2%
6	8336	19.3%
7	5404	12.5%
8	3354	7.8%
9	1831	4.2%
10	1127	2.6%

Value	Count	Frequency (%)
15	23	0.1%
14	49	0.1%
13	115	0.3%
12	312	0.7%
11	594	1.4%
10	1127	2.6%
9	1831	4.2%
8	3354	7.8%
7	5404	12.5%
6	8336	19.3%

pris
Real number (ℝ_≥0)

Distinct	137
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	174481.5374

Minimum	0
Maximum	2000000
Zeros	391
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	100000
median	110000
Q3	150000
95-th percentile	550000
Maximum	2000000
Range	2000000
Interquartile range (IQR)	50000

Descriptive statistics

Standard deviation	226942.001
Coefficient of variation (CV)	1.30066484
Kurtosis	26.21582035
Mean	174481.5374
Median Absolute Deviation (MAD)	15000
Skewness	4.605041541
Sum	7538649304
Variance	5.15026718 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100000	12000	27.8%
125000	7307	16.9%
110000	4481	10.4%
150000	3762	8.7%
200000	3621	8.4%
250000	1755	4.1%
300000	767	1.8%
220000	766	1.8%
50000	742	1.7%
1	571	1.3%
Other values (127)	7434	17.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	391	0.9%
1	571	1.3%
2	297	0.7%
3	222	0.5%
4	172	0.4%
5	135	0.3%
6	110	0.3%
7	92	0.2%
8	86	0.2%
9	80	0.2%

Value	Count	Frequency (%)
2000000	189	0.4%
1953760	10	< 0.1%
1822944	12	< 0.1%
1609000	19	< 0.1%
1500000	98	0.2%
1400000	70	0.2%
1200000	47	0.1%
1150000	24	0.1%
1000000	532	1.2%
976880	23	0.1%

senast
Real number (ℝ_≥0)

Distinct	287
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.1539601

Minimum	0
Maximum	364
Zeros	15
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	0
5-th percentile	8
Q1	12
median	15
Q3	22
95-th percentile	46
Maximum	364
Range	364
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	22.98094684
Coefficient of variation (CV)	1.086366181
Kurtosis	58.51501722
Mean	21.1539601
Median Absolute Deviation (MAD)	5
Skewness	6.53741868
Sum	913978
Variance	528.1239175
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	5288	12.2%
21	2996	6.9%
10	2675	6.2%
11	2259	5.2%
15	2203	5.1%
13	2152	5.0%
12	2028	4.7%
17	1952	4.5%
7	1777	4.1%
9	1739	4.0%
Other values (277)	18137	42.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15	< 0.1%
3	7	< 0.1%
4	6	< 0.1%
5	21	< 0.1%
6	121	0.3%
7	1777	4.1%
8	1515	3.5%
9	1739	4.0%
10	2675	6.2%
11	2259	5.2%

Value	Count	Frequency (%)
364	1	< 0.1%
363	1	< 0.1%
353	1	< 0.1%
350	1	< 0.1%
349	1	< 0.1%
348	1	< 0.1%
343	1	< 0.1%
341	1	< 0.1%
337	3	< 0.1%
336	1	< 0.1%

delta1
Real number (ℝ_≥0)

Distinct	365
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.16495394

Minimum	0
Maximum	750
Zeros	238
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	12
median	16
Q3	24
95-th percentile	72
Maximum	750
Range	750
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	34.29788409
Coefficient of variation (CV)	1.362922585
Kurtosis	52.06388749
Mean	25.16495394
Median Absolute Deviation (MAD)	5
Skewness	5.941616662
Sum	1087277
Variance	1176.344853
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	4429	10.3%
21	2513	5.8%
11	2319	5.4%
10	2173	5.0%
13	2051	4.7%
15	2025	4.7%
12	1914	4.4%
7	1761	4.1%
17	1719	4.0%
18	1552	3.6%
Other values (355)	20750	48.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	238	0.6%
1	13	< 0.1%
2	5	< 0.1%
3	64	0.1%
4	86	0.2%
5	173	0.4%
6	382	0.9%
7	1761	4.1%
8	1335	3.1%
9	1502	3.5%

Value	Count	Frequency (%)
750	1	< 0.1%
669	2	< 0.1%
638	1	< 0.1%
606	1	< 0.1%
566	1	< 0.1%
529	1	< 0.1%
502	1	< 0.1%
494	1	< 0.1%
492	1	< 0.1%
478	1	< 0.1%

delta2
Real number (ℝ_≥0)

Distinct	413
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.48039624

Minimum	0
Maximum	1918
Zeros	221
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	12
median	16
Q3	24
95-th percentile	80
Maximum	1918
Range	1918
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	41.78708879
Coefficient of variation (CV)	1.578038652
Kurtosis	238.2780869
Mean	26.48039624
Median Absolute Deviation (MAD)	5
Skewness	10.25221281
Sum	1144112
Variance	1746.160789
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	4268	9.9%
21	2430	5.6%
11	2306	5.3%
13	2180	5.0%
10	2156	5.0%
15	1996	4.6%
12	1867	4.3%
7	1825	4.2%
17	1819	4.2%
16	1595	3.7%
Other values (403)	20764	48.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	221	0.5%
1	14	< 0.1%
2	6	< 0.1%
3	48	0.1%
4	96	0.2%
5	157	0.4%
6	413	1.0%
7	1825	4.2%
8	1308	3.0%
9	1507	3.5%

Value	Count	Frequency (%)
1918	1	< 0.1%
1707	1	< 0.1%
1154	1	< 0.1%
923	1	< 0.1%
900	1	< 0.1%
869	1	< 0.1%
868	1	< 0.1%
830	1	< 0.1%
806	1	< 0.1%
790	1	< 0.1%

delta3
Real number (ℝ_≥0)

SKEWED

Distinct	412
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.3095172

Minimum	0
Maximum	12343
Zeros	268
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	12
median	16
Q3	25
95-th percentile	86
Maximum	12343
Range	12343
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	73.00619524
Coefficient of variation (CV)	2.673287657
Kurtosis	18768.53172
Mean	27.3095172
Median Absolute Deviation (MAD)	5
Skewness	112.9965609
Sum	1179935
Variance	5329.904544
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	4195	9.7%
21	2386	5.5%
11	2281	5.3%
13	2132	4.9%
10	2129	4.9%
15	1932	4.5%
12	1859	4.3%
7	1802	4.2%
17	1680	3.9%
16	1602	3.7%
Other values (402)	21208	49.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	268	0.6%
1	11	< 0.1%
2	6	< 0.1%
3	65	0.2%
4	96	0.2%
5	178	0.4%
6	410	0.9%
7	1802	4.2%
8	1351	3.1%
9	1574	3.6%

Value	Count	Frequency (%)
12343	1	< 0.1%
1918	1	< 0.1%
1707	1	< 0.1%
1246	1	< 0.1%
960	1	< 0.1%
812	1	< 0.1%
764	1	< 0.1%
756	1	< 0.1%
750	1	< 0.1%
728	1	< 0.1%

delta4
Real number (ℝ_≥0)

Distinct	422
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.41725686

Minimum	0
Maximum	1130
Zeros	323
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	337.7 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	12
median	16
Q3	25
95-th percentile	89
Maximum	1130
Range	1130
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	42.08231272
Coefficient of variation (CV)	1.53488414
Kurtosis	76.40869123
Mean	27.41725686
Median Absolute Deviation (MAD)	5
Skewness	6.770800943
Sum	1184590
Variance	1770.921044
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	4135	9.6%
21	2335	5.4%
11	2219	5.1%
13	2120	4.9%
10	2103	4.9%
15	1943	4.5%
12	1882	4.4%
7	1756	4.1%
17	1754	4.1%
16	1588	3.7%
Other values (412)	21371	49.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	323	0.7%
1	17	< 0.1%
2	8	< 0.1%
3	65	0.2%
4	114	0.3%
5	193	0.4%
6	424	1.0%
7	1756	4.1%
8	1350	3.1%
9	1586	3.7%

Value	Count	Frequency (%)
1130	1	< 0.1%
933	1	< 0.1%
923	1	< 0.1%
921	1	< 0.1%
859	1	< 0.1%
843	1	< 0.1%
771	1	< 0.1%
763	1	< 0.1%
758	1	< 0.1%
734	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	datum	avd	häst	streck	kr	spår	dist	lopp_dist	kön	ålder	pris	senast	delta1	delta2	delta3	delta4
0	2014-12-28	1	ALLABALLAKAITOZ	5.0	21018.0	6.0	2100.0	2100.0	v	6	125000.0	21.0	19.0	17.0	10.0	18.0
1	2014-12-28	1	ARISTOCAT BOKO	7.0	23466.0	12.0	2100.0	2100.0	v	7	125000.0	8.0	7.0	24.0	14.0	11.0
2	2014-12-28	1	ART ON LINE	23.0	20696.0	2.0	2100.0	2100.0	v	7	125000.0	9.0	6.0	19.0	41.0	15.0
3	2014-12-28	1	BEAR DANCER	48.0	27477.0	1.0	2100.0	2100.0	v	4	125000.0	18.0	25.0	14.0	13.0	8.0
4	2014-12-28	1	BY AIR	5.0	30589.0	5.0	2100.0	2100.0	v	7	125000.0	16.0	230.0	14.0	49.0	14.0
5	2014-12-28	1	FREDRIK LADAY	1.0	17496.0	8.0	2100.0	2100.0	v	6	125000.0	16.0	6.0	31.0	67.0	21.0
6	2014-12-28	1	LADY LEE	0.0	13805.0	7.0	2100.0	2100.0	s	7	125000.0	10.0	10.0	24.0	8.0	56.0
7	2014-12-28	1	LORD ROCKET	6.0	10191.0	3.0	2100.0	2100.0	v	9	125000.0	8.0	7.0	36.0	15.0	13.0
8	2014-12-28	1	MAGNIFIK GELJ	0.0	6650.0	11.0	2100.0	2100.0	v	9	125000.0	7.0	10.0	21.0	21.0	17.0
9	2014-12-28	1	NAVIGATOR SIB	1.0	14176.0	10.0	2100.0	2100.0	v	7	125000.0	8.0	15.0	16.0	18.0	9.0

Last rows

	datum	avd	häst	streck	kr	spår	dist	lopp_dist	kön	ålder	pris	senast	delta1	delta2	delta3	delta4
43196	2022-01-01	7	SOUL TAN	4.0	17569.0	3.0	2140.0	2140.0	v	7	4.0	17.0	87.0	11.0	37.0	19.0
43197	2022-01-01	7	TALE OF JACKS	11.0	15884.0	4.0	2140.0	2140.0	h	7	11.0	14.0	18.0	19.0	13.0	14.0
43198	2022-01-01	7	LASS REVENUE	4.0	12230.0	5.0	2140.0	2140.0	v	8	4.0	15.0	10.0	18.0	21.0	12.0
43199	2022-01-01	7	ARCH LANE	44.0	31680.0	6.0	2140.0	2140.0	v	8	44.0	14.0	11.0	37.0	17.0	13.0
43200	2022-01-01	7	MELLBY HOFFA	1.0	29092.0	7.0	2140.0	2140.0	v	6	1.0	13.0	10.0	53.0	135.0	5.0
43201	2022-01-01	7	VICTORY TOPLINE	6.0	22881.0	8.0	2140.0	2140.0	v	8	6.0	10.0	18.0	8.0	9.0	228.0
43202	2022-01-01	7	AXL BROWN	6.0	10576.0	9.0	2140.0	2140.0	v	8	6.0	22.0	22.0	27.0	13.0	9.0
43203	2022-01-01	7	I'LL FIXIT	1.0	10574.0	10.0	2140.0	2140.0	v	9	1.0	23.0	9.0	13.0	12.0	7.0
43204	2022-01-01	7	BIG SHOT	1.0	16593.0	11.0	2140.0	2140.0	v	6	1.0	15.0	14.0	14.0	12.0	23.0
43205	2022-01-01	7	DOLLAR DOC	6.0	34115.0	12.0	2140.0	2140.0	v	5	6.0	17.0	19.0	19.0	14.0	21.0

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows